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Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review.

Publication ,  Journal Article
Addiction Cue-Reactivity Initiative (ACRI) Network; Sangchooli, A; Zare-Bidoky, M; Fathi Jouzdani, A; Schacht, J; Bjork, JM; Claus, ED; Wilson, SJ ...
Published in: JAMA Psychiatry
April 1, 2024

IMPORTANCE: In the last 25 years, functional magnetic resonance imaging drug cue reactivity (FDCR) studies have characterized some core aspects in the neurobiology of drug addiction. However, no FDCR-derived biomarkers have been approved for treatment development or clinical adoption. Traversing this translational gap requires a systematic assessment of the FDCR literature evidence, its heterogeneity, and an evaluation of possible clinical uses of FDCR-derived biomarkers. OBJECTIVE: To summarize the state of the field of FDCR, assess their potential for biomarker development, and outline a clear process for biomarker qualification to guide future research and validation efforts. EVIDENCE REVIEW: The PubMed and Medline databases were searched for every original FDCR investigation published from database inception until December 2022. Collected data covered study design, participant characteristics, FDCR task design, and whether each study provided evidence that might potentially help develop susceptibility, diagnostic, response, prognostic, predictive, or severity biomarkers for 1 or more addictive disorders. FINDINGS: There were 415 FDCR studies published between 1998 and 2022. Most focused on nicotine (122 [29.6%]), alcohol (120 [29.2%]), or cocaine (46 [11.1%]), and most used visual cues (354 [85.3%]). Together, these studies recruited 19 311 participants, including 13 812 individuals with past or current substance use disorders. Most studies could potentially support biomarker development, including diagnostic (143 [32.7%]), treatment response (141 [32.3%]), severity (84 [19.2%]), prognostic (30 [6.9%]), predictive (25 [5.7%]), monitoring (12 [2.7%]), and susceptibility (2 [0.5%]) biomarkers. A total of 155 interventional studies used FDCR, mostly to investigate pharmacological (67 [43.2%]) or cognitive/behavioral (51 [32.9%]) interventions; 141 studies used FDCR as a response measure, of which 125 (88.7%) reported significant interventional FDCR alterations; and 25 studies used FDCR as an intervention outcome predictor, with 24 (96%) finding significant associations between FDCR markers and treatment outcomes. CONCLUSIONS AND RELEVANCE: Based on this systematic review and the proposed biomarker development framework, there is a pathway for the development and regulatory qualification of FDCR-based biomarkers of addiction and recovery. Further validation could support the use of FDCR-derived measures, potentially accelerating treatment development and improving diagnostic, prognostic, and predictive clinical judgments.

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Published In

JAMA Psychiatry

DOI

EISSN

2168-6238

Publication Date

April 1, 2024

Volume

81

Issue

4

Start / End Page

414 / 425

Location

United States

Related Subject Headings

  • Substance-Related Disorders
  • Magnetic Resonance Imaging
  • Humans
  • Functional Neuroimaging
  • Cues
  • Brain
  • Biomarkers
  • 5203 Clinical and health psychology
  • 3202 Clinical sciences
  • 1702 Cognitive Sciences
 

Citation

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Addiction Cue-Reactivity Initiative (ACRI) Network, Sangchooli, A., Zare-Bidoky, M., Fathi Jouzdani, A., Schacht, J., Bjork, J. M., … Ekhtiari, H. (2024). Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review. JAMA Psychiatry, 81(4), 414–425. https://doi.org/10.1001/jamapsychiatry.2023.5483
Addiction Cue-Reactivity Initiative (ACRI) Network, Arshiya Sangchooli, Mehran Zare-Bidoky, Ali Fathi Jouzdani, Joseph Schacht, James M. Bjork, Eric D. Claus, et al. “Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review.JAMA Psychiatry 81, no. 4 (April 1, 2024): 414–25. https://doi.org/10.1001/jamapsychiatry.2023.5483.
Addiction Cue-Reactivity Initiative (ACRI) Network, Sangchooli A, Zare-Bidoky M, Fathi Jouzdani A, Schacht J, Bjork JM, et al. Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review. JAMA Psychiatry. 2024 Apr 1;81(4):414–25.
Addiction Cue-Reactivity Initiative (ACRI) Network, et al. “Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review.JAMA Psychiatry, vol. 81, no. 4, Apr. 2024, pp. 414–25. Pubmed, doi:10.1001/jamapsychiatry.2023.5483.
Addiction Cue-Reactivity Initiative (ACRI) Network, Sangchooli A, Zare-Bidoky M, Fathi Jouzdani A, Schacht J, Bjork JM, Claus ED, Prisciandaro JJ, Wilson SJ, Wüstenberg T, Potvin S, Ahmadi P, Bach P, Baldacchino A, Beck A, Brady KT, Brewer JA, Childress AR, Courtney KE, Ebrahimi M, Filbey FM, Garavan H, Ghahremani DG, Goldstein RZ, Goudriaan AE, Grodin EN, Hanlon CA, Haugg A, Heilig M, Heinz A, Holczer A, Van Holst RJ, Joseph JE, Juliano AC, Kaufman MJ, Kiefer F, Khojasteh Zonoozi A, Kuplicki RT, Leyton M, London ED, Mackey S, McClernon FJ, Mellick WH, Morley K, Noori HR, Oghabian MA, Oliver JA, Owens M, Paulus MP, Perini I, Rafei P, Ray LA, Sinha R, Smolka MN, Soleimani G, Spanagel R, Steele VR, Tapert SF, Vollstädt-Klein S, Wetherill RR, Witkiewitz K, Yuan K, Zhang X, Verdejo-Garcia A, Potenza MN, Janes AC, Kober H, Zilverstand A, Ekhtiari H. Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review. JAMA Psychiatry. 2024 Apr 1;81(4):414–425.

Published In

JAMA Psychiatry

DOI

EISSN

2168-6238

Publication Date

April 1, 2024

Volume

81

Issue

4

Start / End Page

414 / 425

Location

United States

Related Subject Headings

  • Substance-Related Disorders
  • Magnetic Resonance Imaging
  • Humans
  • Functional Neuroimaging
  • Cues
  • Brain
  • Biomarkers
  • 5203 Clinical and health psychology
  • 3202 Clinical sciences
  • 1702 Cognitive Sciences